What does "AI visibility" mean for my business?

When someone asks ChatGPT, Claude, or Gemini "what is the best..." or "where can I find...", AI gives specific recommendations. AI visibility is a measure of how often — and how positively — these AI platforms mention your business. It's the new version of being on the first page of Google, except now there are no pages — just one answer.

Which AI platforms do you monitor?

Pendium monitors ChatGPT, Claude, Gemini, Grok, Perplexity, DeepSeek, and Google AI Overviews — seven major AI platforms that consumers use to research local services. We run real queries that your customers actually ask and analyze the responses for mentions of your business, competitors, and industry topics.

How does Pendium improve my visibility?

Three ways. First, we identify the exact queries and topics where you're invisible. Second, we generate AI-optimized content — articles, guides, social posts — designed to help AI agents understand your business and recommend your services to the right people. Third, we continuously monitor to track improvement and find new opportunities. Most clients see measurable improvement within 60 days.

How long until I see results?

You'll get your first visibility report within minutes of signing up. Actual visibility improvement varies, but our clients typically see a 47% average improvement within 60 days. Some see results faster — it depends on your current online presence and how competitive your local market is.

Do I need to be technical to use this?

Not at all. Enter your website URL and Pendium handles everything: scanning AI platforms, analyzing your visibility, generating content, and tracking improvement. The dashboard is designed for business owners, not engineers. If you can check your email, you can use Pendium.

What makes this different from SEO?

Traditional SEO optimizes for Google's search rankings — blue links on a results page. AI visibility is different: AI doesn't show links, it gives direct answers. Even if you rank #1 on Google, ChatGPT might recommend a competitor. Pendium optimizes for the new paradigm — making sure AI platforms know about, trust, and recommend your business.

Pricing

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Inviscid AI

Visibility12

Vibe91

Businesses/Artificial Intelligence/Inviscid AI

AI Visibility & Sentiment

Inviscid AI

Inviscid AI develops physics-informed artificial intelligence that creates digital twins for building systems. They accelerate building simulations by 1000x using neural networks that respect physical laws, transforming weeks of HVAC, lighting, and energy system optimization into seconds.

Active Monitoring

inviscidai.com

Artificial Intelligence YC25-26

AI Visibility Score

12/100

Invisible

Sentiment Score

91/100

Score by Reach

How often this business is recommended to users across different types of conversations — from direct product queries to broader open-ended conversations where AI could recommend this company's products and services

core

adjacent

AI Perception

Key Takeaways

How AI platforms collectively perceive and describe Inviscid AI today.

Inviscid AI exists as a niche technical powerhouse that is currently invisible to the strategic decision-makers who control commercial real estate budgets. While the brand achieves a dominant 58% visibility with Technical MEP Consultants, it is being systematically erased from the broader conversation by competitors like BrainBox AI and Siemens in 100% of energy optimization and facility management queries.

Value Proposition

Transform weeks of building simulation into seconds with physics-informed AI that delivers 1000x faster results while maintaining 95%+ accuracy and respecting fundamental physical laws.

Overview

Mission

Accelerating building intelligence through physics-informed AI to optimize energy systems in real-time.

Products & Services

Physics-informed neural network simulationBuilding Management System (BMS) integrationIoT sensor data processing and optimizationHVAC and airflow simulationDigital twin technology for buildings

Current State

Visibility Landscape

A high-level view of how Inviscid AI performs across AI platforms, broken down by strategic reach level — from core brand queries to growth opportunities.

	ChatGPT	Claude	Gemini	AI Overviews
Reputation Brand recognition & direct queries	8	37	35	0
Core Topics Product/service category queries	0	38	47	0
Growth Areas Adjacent, aspirational & visionary	—	—	—	—

ChatGPT

Claude

Gemini

AI Overviews

Reputation

Brand recognition & direct queries

Core Topics

Product/service category queries

Growth Areas

Adjacent, aspirational & visionary

—

Competitive Landscape

BrainBox AI

18 mentions

Siemens

13 mentions

BuildingIQ

10 mentions

Honeywell

10 mentions

Verdigris

9 mentions

Carbon Lighthouse

9 mentions

Loading visibility matrix...

Analysis

Insights & Recommended Actions

What's working, what's not, and specific steps to improve Inviscid AI's AI visibility.

Key Findings

Strength

Exceptional performance with the Technical MEP Consultant persona, achieving a 58% mention rate.

Strength

Top-tier positioning on Claude and Gemini for specialized queries regarding accelerated engineering and airflow simulation.

Strength

Perfect brand recognition (100%) when queried directly, indicating a strong technical identity that simply isn't being mapped to broader industry problems.

Recommended Actions

Execute a content pivot toward 'Energy ROI' and 'HVAC Cost Reduction' narratives.

The data shows zero visibility in energy-saving queries despite these being the primary search intent for the Facility Manager persona.

Develop structured technical whitepapers optimized for AI Overview indexing.

A 0% mention rate in AI Overviews is a critical failure that can only be solved by providing the LLMs with structured, authoritative data to cite.

Align technical simulation strengths with 'Commercial Real Estate Asset Value' keywords.

The Strategic Real Estate Developer persona has 0% visibility; connecting engineering precision to financial outcomes will capture this high-intent audience.

Content Engineering

Content Ideas

Content designed to help AI agents learn about your category and recommend your brand.

Programmatic Testing

Sample Conversations

We programmatically analyze questions that real customers are asking to AI agents and chatbots, extract brand mentions and sentiment, analyze every response, and synthesize the data into an action plan to increase AI visibility.

ChatGPT

Claude

Gemini

AI Overviews

Building Energy & HVAC Optimization(3 queries)

“how can I cut my office building's energy bill using AI and real-time data”

0/4 platforms mentioned

Core

ChatGPT

1.Azure ML

2.AWS SageMaker

3.Grafana

4.Power BI

5.XGBoost

+25 more

Claude

1.Wattics

2.Verdigris

3.Nortech

4.EnerTech Capital

5.Spacewell

+14 more

Gemini

1.BrainBox AI

2.Enlighted

3.Siemens

4.Schneider Electric EcoStruxure

5.GridPoint

+5 more

AI Overviews

1.Verde Solutions

2.JLL

3.Hank

4.BrainBox AI

“best ways to optimize HVAC airflow without doing a massive renovation”

0/4 platforms mentioned

Adjacent

The Strategic Real Estate Developer · Managing Director of Development

ChatGPT

1.Honeywell Building Solutions

2.Siemens

3.Desigo

4.Johnson Controls

5.Metasys

+26 more

Claude

1.Honeywell's Forge

2.Siemens Desigo CC

3.Siemens

4.Honeywell

Gemini

1.BrainBox AI

2.75F

3.Carbon Lighthouse

4.CLUES

5.Turntide Technologies

+10 more

AI Overviews

1.Acadiana Comfort Systems

“give me some AI tools that can automate building energy systems and suggest specific companies”

0/4 platforms mentioned

Core

ChatGPT

1.BrainBox

2.Carbon Lighthouse

3.BuildingIQ

4.Verdigris

5.Siemens

+20 more

Claude

1.Honeywell EnergyIP

2.Siemens Desigo CC

3.Johnson Controls OpenBlue

4.Sense

5.Prescient

+3 more

Gemini

1.Honeywell

2.Siemens

3.Nantum OS

4.Prescriptive Data

5.iOS

+8 more

AI Overviews

1.BrainBox AI

2.Sensgreen AI

3.Enersee

4.GridPoint

5.Verdigris

+13 more

Source Intelligence

Citations

The sources AI platforms cite when recommending this brand. Pendium reverse-engineers what's already proven to be catnip to AI agents, then engineers content that fills gaps and helps agents do their job — which means more citations for you.

AI-Powered Energy Management: How Smart Tech Cuts ...

rhino.energy

Web1 ref

3 Ways to Leverage A.I. for Efficient Energy Management

cmr.berkeley.edu

Edu1 ref

AI-Driven Smart Building Systems for Modern Infrastructure - Cimetrics

cimetrics.com

Web1 ref

How AI is boosting efforts to cut buildings' energy use - JLL

jll.com

Web1 ref

Building Management System Efficiency with AI and Cloud

sensgreen.com

Web1 ref

How AI Is Transforming Commercial Energy Management

verdesolutions.com

Web1 ref

Cut Costs with Smart Building Energy Management - PRIDE Industries

prideindustries.com

Web1 ref

Reducing energy costs through smart building automation, sensor ...

mrisoftware.com

Web1 ref

AI: The Future of Energy Efficiency in Commercial Buildings

vertenergygroup.com

Web1 ref

Making your buildings energy-efficient with AI - BrainBox AI

brainboxai.com

Web1 ref

Smarter Buildings: The Power of A.I. in Building Management Systems

tmba.com

Web1 ref

Real time or faster-than-real-time simulation of airflow in ...

engineering.purdue.edu

Edu1 ref

Machine Learning to speed up Computational Fluid Dynamics ...

sciencedirect.com

Web1 ref

Is the Lattice Boltzmann Method (LBM) for CFD any good ...

youtube.com

Video1 ref

Navier-Stokes vs Lattice Boltzmann For CFD

fidelisfea.com

Web1 ref

Competitive Landscape

Brands and products that AI platforms mention alongside or instead of Inviscid AI.

BrainBox AI18 mentions

Siemens13 mentions

BuildingIQ10 mentions

Honeywell10 mentions

Verdigris9 mentions

Carbon Lighthouse9 mentions

GridPoint8 mentions

SkyFoundry8 mentions

Revit8 mentions

Matterport8 mentions

Inviscid AI7 mentions

Brand Identity

Brand Voice & Style

How AI perceives Inviscid AI's communication style and personality

Inviscid AI communicates with technical precision balanced by accessible explanations of complex concepts. The brand voice is confident and data-driven, leading with impressive metrics (1000x faster, 95%+ accuracy) while maintaining approachability. They position themselves as innovative pioneers solving real-world infrastructure challenges, using clean and direct language that appeals to technical decision-makers without being overly academic.

Core Tone Traits

Technical & Precise

Uses specific metrics and engineering terminology to establish credibility with technical audiences

Confident & Results-Driven

Leads with quantifiable outcomes and proven case study results

Innovative & Forward-Thinking

Positions AI and digital twins as transformative solutions for building intelligence

Clear & Accessible

Explains complex physics-informed AI concepts in understandable terms

Backing

Investors

Y Combinator

Engineer content that makes AI agents recommend you

Pendium analyzes how AI platforms perceive your brand, reverse-engineers what they already cite, and continuously publishes content designed to fill gaps and earn more mentions — on autopilot, with you in the loop.

Data generated by Pendium.ai AI visibility scanning. Last scanned February 27, 2026.